Validated Antibody Database (VAD)
Mary Johnson (han at labome dot com)
Synatom Research, Princeton, New Jersey, United States
DOI
//dx.doi.org/10.13070/mm.en.6.1492
Date
last modified : 2023-06-11; original version : 2016-03-06
Cite as
MATER METHODS 2016;6:1492
Abstract

Validated Antibody Database (VAD) and Reagent Reviews -- How Do We Select Our Articles?

VAD recent version

Antibody quality is a significant problem. In order to help Labome visitors to identify the most suitable antibodies and other reagents, Labome surveys formal publications on specific genes (from 2006 onwards) to build Validated Antibody Database (VAD). VAD version 9.1, released on 2023-06-11, is adding 28301 antibody applications for 12154 antibody reagents from 89 high-quality suppliers, based on 1914 formal publications. In total, VAD includes 377245 antibody applications for antibody reagents from 222 high-quality suppliers, based on 56635 publications. Tables 1 - 6 list various stats about VAD. The database can be searched through the above search box. In addition, Labome presents individual reviews for specific genes. See beta-actin antibody review, p53 antibody review, and insulin antibody review for examples.

Labome focuses on the antibodies that have been validated through knockout studies. Reports for these antibodies are released regularly and can be searched throughout Labome website.

JournalNum
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Nat Commun1844
Sci Rep1816
J Biol Chem1576
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Oncotarget1110
J Immunol1007
Proc Natl Acad Sci U S A795
Nature671
J Comp Neurol617
Oncogene553
J Virol515
J Clin Invest514
Cancer Res503
J Neurosci491
Cell Death Dis489
Cell442
Nucleic Acids Res429
Int J Mol Sci408
Mol Cell Biol400
Science400
Mol Med Rep389
Cell Rep371
J Exp Med366
PLoS Pathog342
BMC Cancer341
J Cell Biol331
Blood322
Mol Biol Cell318
J Cell Sci304
Biochem Biophys Res Commun294
Development278
Front Immunol272
Am J Pathol267
Aging (Albany NY)263
PLoS Genet262
Clin Cancer Res240
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Biochim Biophys Acta216
EMBO J213
FASEB J211
Int J Cancer183
J Neuroinflammation182
Int J Mol Med180
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Exp Ther Med168
J Neurochem165
Hum Mol Genet164
J Cell Mol Med161
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Endocrinology159
Nat Cell Biol159
Neuroscience157
Hum Pathol156
Acta Neuropathol Commun155
Nat Med153
Cell Cycle152
Invest Ophthalmol Vis Sci146
Nat Immunol144
Dev Biol142
Methods Mol Biol142
Br J Cancer141
Exp Cell Res141
Eur J Immunol140
Infect Immun135
Front Cell Neurosci131
Int J Oncol131
J Cell Physiol131
Acta Neuropathol130
Theranostics126
Genes Dev125
Nat Neurosci121
Am J Physiol Heart Circ Physiol120
Front Cell Dev Biol120
EMBO Mol Med119
Stem Cells118
Cancers (Basel)116
Neurobiol Dis114
Stem Cell Reports114
Virchows Arch113
Front Pharmacol112
Breast Cancer Res111
Histopathology111
PLoS Biol110
Biomed Res Int109
J Cell Biochem109
Mol Cancer Ther109
Breast Cancer Res Treat107
Mod Pathol107
Biomaterials105
JCI Insight105
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Cancer Lett104
J Leukoc Biol103
Mol Cancer Res101
Mol Cell101
J Histochem Cytochem99
Cell Signal97
Mol Cancer97
Cancer Sci96
J Pathol95
Cells94
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Am J Physiol Cell Physiol92
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Free Radic Biol Med90
Cell Tissue Res89
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Biochem J85
Am J Surg Pathol83
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J Alzheimers Dis83
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Neuron82
Redox Biol81
Biol Open80
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J Mol Cell Cardiol77
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Antioxidants (Basel)75
Exp Neurol75
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Front Oncol72
J Physiol72
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Mol Endocrinol71
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J Transl Med70
Mol Cell Endocrinol70
Am J Physiol Gastrointest Liver Physiol69
Brain Res69
Mol Vis69
Am J Physiol Lung Cell Mol Physiol68
J Am Heart Assoc68
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Am J Clin Pathol66
Commun Biol66
Front Physiol66
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Front Neurosci65
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Cell Stem Cell63
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Nat Genet63
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Cell Res60
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Exp Eye Res58
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J Clin Pathol52
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Cell Mol Gastroenterol Hepatol51
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J Infect Dis51
Mol Ther51
Cell Physiol Biochem50
J Allergy Clin Immunol50
Mol Brain50
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Adv Sci (Weinh)49
Am J Physiol Endocrinol Metab49
Brain Pathol49
Sci Transl Med49
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Sci Signal48
Appl Immunohistochem Mol Morphol47
Mol Carcinog47
Mol Pharmacol47
Pathol Int47
Prostate47
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Am J Physiol Regul Integr Comp Physiol46
Brain Struct Funct46
DNA Repair (Amst)46
Int J Clin Exp Pathol46
Nat Struct Mol Biol46
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Exp Mol Med26
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Signal Transduct Target Ther26
Theriogenology26
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Dig Dis Sci25
Exp Gerontol25
Front Aging Neurosci25
Front Cell Infect Microbiol25
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J Hematol Oncol25
Anal Chem24
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Cancer Prev Res (Phila)24
Cell Biosci24
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FEBS Open Bio24
J Agric Food Chem24
J Endocrinol24
J Immunol Res24
J Neurosci Methods24
MAbs24
Mol Pain24
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Ann Diagn Pathol23
BMC Res Notes23
Cell Host Microbe23
Cell Microbiol23
J Dermatol Sci23
J Med Chem23
J Mol Biol23
Leuk Lymphoma23
Neural Dev23
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Tissue Eng Part C Methods23
Arch Toxicol22
Basic Res Cardiol22
BMC Gastroenterol22
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Drug Des Devel Ther22
Endocr Pathol22
Exp Mol Pathol22
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Immunol Lett22
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J Comp Pathol22
J Neurotrauma22
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Vet Pathol21
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Brain Res Bull16
Cell Mol Neurobiol16
Clin Exp Allergy16
Dis Markers16
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Genesis16
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Ann Anat15
Behav Brain Res15
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Matrix Biol15
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Acta Ophthalmol9
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Plant Physiol9
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Acta Oncol8
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Arch Virol8
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Cell Chem Biol8
Cell Div8
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Clin Vaccine Immunol8
Clinics (Sao Paulo)8
Cytometry8
Cytoskeleton (Hoboken)8
Emerg Microbes Infect8
Eur J Biochem8
Food Funct8
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Gen Comp Endocrinol8
Genes Immun8
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Basic Clin Pharmacol Toxicol7
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Int J Ophthalmol7
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Neurotherapeutics7
NPJ Parkinsons Dis7
Oral Surg Oral Med Oral Pathol Oral Radiol7
Part Fibre Toxicol7
Pituitary7
PLoS Comput Biol7
Prog Neuropsychopharmacol Biol Psychiatry7
Protein Expr Purif7
Psychoneuroendocrinology7
Psychopharmacology (Berl)7
Ren Fail7
Thromb Haemost7
Transpl Int7
Xenotransplantation7
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Acta Biochim Biophys Sin (Shanghai)6
Acta Cir Bras6
Acta Naturae6
Am J Surg6
Anal Bioanal Chem6
Andrologia6
Ann Biomed Eng6
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Arch Med Sci6
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Br J Surg6
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Cell Biochem Funct6
Cell Biol Toxicol6
Cell J6
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Chem Biol Drug Des6
Chem Res Toxicol6
Chemosphere6
Clin Exp Dermatol6
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Comp Biochem Physiol B Biochem Mol Biol6
Connect Tissue Res6
Curr Protoc Cytom6
Dev Comp Immunol6
Dis Esophagus6
Environ Toxicol6
Epilepsia6
Eur J Cardiothorac Surg6
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Eur Neuropsychopharmacol6
Exp Hematol Oncol6
Fish Shellfish Immunol6
Free Radic Res6
Gene Expr Patterns6
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Microorganisms6
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Parkinsonism Relat Disord6
Pediatr Blood Cancer6
Pharmacol Biochem Behav6
Physiol Res6
Radiother Oncol6
Respir Physiol Neurobiol6
Scand J Med Sci Sports6
Technol Cancer Res Treat6
Tissue Barriers6
Tohoku J Exp Med6
Transgenic Res6
Turk J Gastroenterol6
Turk Neurosurg6
Ultrasound Med Biol6
Urol Int6
Vet Microbiol6
Acta Neurochir (Wien)5
Acta Obstet Gynecol Scand5
Acta Pharm Sin B5
Acta Vet Scand5
Am J Gastroenterol5
Am J Sports Med5
Antibodies (Basel)5
Appl Microbiol Biotechnol5
Artif Organs5
Bioconjug Chem5
Biogerontology5
Biol Trace Elem Res5
BMC Clin Pathol5
BMC Complement Med Ther5
BMC Endocr Disord5
Br J Ophthalmol5
Cancer Commun (Lond)5
Cell Commun Adhes5
Cell Mol Biol Lett5
Cilia5
Clin Chim Acta5
Clin Transl Immunology5
Contraception5
Cornea5
Curr Mol Med5
Diagnostics (Basel)5
DNA Cell Biol5
Endocr Connect5
Eur J Dermatol5
Eur J Obstet Gynecol Reprod Biol5
Eur J Pharm Biopharm5
Exp Oncol5
Forensic Sci Int5
Genome Med5
Head Neck Pathol5
Helicobacter5
Horm Cancer5
Immunol Res5
Int Forum Allergy Rhinol5
Int J Cell Biol5
Int J Clin Oncol5
Int J Endocrinol5
Int J Parasitol5
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J Am Chem Soc5
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J Nat Prod5
J Neurol Neurosurg Psychiatry5
J Pain5
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J Photochem Photobiol B5
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Spine J5
Surg Neurol Int5
Tissue Cell5
Toxicol Ind Health5
Tuberculosis (Edinb)5
Virol Sin5
World J Urol5

Table 1. The number of articles from the top journals in VAD version 9.1.

YearNum
20221099
20213562
20202653
20192958
20181935
20174578
20169323
20157317
20145425
20133228
20122592
20111900
20101777
20091515
20081481
20071335
20061163
20051022
2004373
2003283
2002237
2001189
2000174
1999141
199884
199752
199642
199538
199424
19939
199229
199116
19909
19898
19886
19876
19869
19855
19835

Table 2. The number of articles by the years in VAD version 9.1.

SpeciesNum
human30901
mouse20840
rat4930
domestic rabbit695
pigs 478
fruit fly 458
dogs369
zebrafish368
African green monkey346
rhesus macaque282
chicken259
bovine250
brewer's yeast244
SARS coronavirus191
hamsters161
domestic sheep146
Hepacivirus C133
Xenopus laevis115
fission yeast57
guinea pig55
roundworm 53
thale cress49
Alphainfluenzavirus42
cat42
Human immunodeficiency virus 141
Saccharomycetales35
domestic horse29
Hepatitis B virus26
H1N1 subtype24
unidentified24
E. coli23
Human papillomavirus23
black ferret21
primate18
Japanese rice fish18
domestic goat18
MERS coronavirus17
crab eating macaque16
baboons15
Herpes simplex virus type 113
Adenoviridae11
Dictyostelium discoideum11
zebra finch9
Pacific oyster9
Dengue virus9
Chlamydomonas reinhardtii8
horses8
Rice stripe tenuivirus8
H3N2 subtype7
American opossums7
common marmoset7
fishes 7
anurans7
H7N9 subtype7
marine lamprey7
unidentified adenovirus7
purple urchin6
Human papillomavirus type 166
fruit fly 6
Aequorea victoria6
Ebola virus6
Dengue virus 15
green plants 5
malaria parasite P. falciparum5
axolotl5
Artemia franciscana5
Carolina sphinx5
forest day mosquito5
goldfish5

Table 3. The number of articles (at least five articles) for samples from different species in VAD version 9.1.

MethodNum
western blot30569
immunohistochemistry12724
immunocytochemistry10933
flow cytometry8911
immunohistochemistry - paraffin section7827
immunohistochemistry - frozen section3379
immunoprecipitation2765
ELISA1724
western blot knockout validation1576
chromatin immunoprecipitation1227
blocking or activating experiments1212
immunohistochemistry - free floating section543
other404
immunohistochemistry knockout validation349
ChIP-Seq300
proximity ligation assay189
immunocytochemistry knockout validation141
EMSA89
RNA immunoprecipitation80
neutralization66
mass cytometry40
dot blot20
FACS16
reverse phase protein lysate microarray10
cross-linking immunoprecipitation6
In-Cell Western5

Table 4. The number of articles for different immuno methods in VAD version 9.1.

GeneNum
beta-actin3430
Ki 672418
Akt2160
glyceraldehyde 3 phosphate dehydrogenase1855
alpha-tubulin1818
smooth muscle actin1774
caspase-31725
TUBA1A1699
ERK21688
E-cadherin1571
CD451411
p531305
CD3E1146
vimentin1120
tau1071
GFAP1026
CD11b984
HIF-1 alpha977
CD8A940
p65920
CD4915
MAPK10912
CD44905
beta-catenin863
cyclin D1858
histone H3806
H3C4788
TUBB3766
actin737
CD3734

Table 5. Genes with most articles in VAD version 9.1.

Data purge for polyclonal antibodies

VAD data for polyclonal antibodies from publications over 5 years old are purged. Our curation is based on catalog numbers/clone names, not based on lot numbers. Very few articles indicate lot numbers for antibodies or other reagents. This purge is due to the problem with catalog number designation for polyclonal antibodies by antibody suppliers. Different suppliers use different standards for designating catalog numbers. Different catalog numbers may mean different preparations from the same bleed, or different bleeds from the same immunized animal, or different animals from the injection of the same immunizing antigen preparations, or antibodies against different genes (regardless of the host animals). In this sense, the polyclonal antibodies with more citations (meaning more purchases by the users) tend to run out sooner, and need to be re-made more frequently, and thus become less reproducible. Nevertheless, citations for a polyclonal antibody indicate that the supplier possesses the expertise to develop a suitable polyclonal antibody for that antigen, and thus is a vote of confidence for the supplier (albeit not a vote for the particular catalog number).

Therefore, 45610 records about 12066 polyclonal antibodies from 19404 articles were purged in January, 2020; 1295 records about polyclonal antibodies were retired in Dec 2018; 4629 records about polyclonal antibodies from 2861 articles were retired in August 2018; 14023 records from 3943 articles were retired on Oct 20, 2015.

VAD article selection

Three sets of articles are manually curated to collect antibody application information for VAD. The articles must contain unique identifiable information such as catalog numbers or clone names for each antibody reagent. (A side note: Michael G Weller from Federal Institute for Materials Research and Testing, Berlin, Germany suggests that all publications without identifiers for antibody reagents should be nullified [1] ). 1: One or more articles for each primary recombinant or monoclonal antibody reagent from antibody suppliers; 2: A selected group of articles using knockout mice, CRISPR/Cas9 cell lines, or other specific gene-deletion models; 3: Articles from Science and Nature, starting in 2016. Recombinant and monoclonal antibodies are given priorities in the selection of articles.

Manually curated antibody records from our earlier efforts (see below) on about 6674 articles are merged into VAD. Most of the records in this merged set do not contain catalog numbers or clone names, and hence displayed as "not indicated", as often in the case of a majority of publications. These records with missing catalog numbers/clone names are not included in the tabulation of Table 1.

A small set of records are contributed by antibody suppliers. This set is carefully screened to ensure that each article cites explicitly the antibody reagent either through a catalog number or a clone name, and contains complete information about antibody application and sample species.

Earlier manual curation efforts
Journals: PLOS Biology and eLife

PLOS Biology covers a broad range of biomedical research topics and has the highest impact factor among open-source biomedical journals. The new journal eLife is a joint effort supported by three of the world largest biomedical research funders, the Howard Hughes Medical Institute, the Max Planck Society, and the Wellcome Trust. It aims to publish the most influential discoveries in the life sciences and biomedical research.

Labome is systematically curating all articles from these two journals, and organizing the information on antibodies, other reagents, and instruments. This selection process is discontinued as of 2016.

Journal: Science

The journal Science publishes the most significant advances in all disciplines of science, including biomedical sciences. Labome systematically curated information on antibodies, other reagents, and instruments cited in biomedical articles published in Science between late 2010 and 2012.

Gene-based selection of open-access articles

To ensure that the Labome review database covers the greatest possible number of genes, we selected open-access articles based on the genes these articles discuss. All primary antibodies cited in these articles have been curated. For a small percentage of the articles, we included information about other reagents (in addition to antibodies) and instruments. This selection process is discontinued.

Access to Labome Database

Labome Database is free for individuals browsing via Labome websites, and the whole or a portion of the database is also available for purchase. Contact info at labome dot com if you are interested in obtaining a copy of VAD.

Declarations

This articles is derived from an earlier version of a webpage titled "Labome Antibody and Reagent Reviews -- How Do We Select Our Articles?", presented at Labome since 2006.

References
  1. Weller M. Ten Basic Rules of Antibody Validation. Anal Chem Insights. 2018;13:1177390118757462 pubmed publisher
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